1.10. Decision Trees. (n.d.). In Scikit-learn. Retrieved 19 May 2024, from https://scikit-learn/stable/modules/tree.html
3.1. Cross-validation: Evaluating estimator performance—Scikit-learn 1.4.2 documentation. (n.d.). Retrieved 17 May 2024, from https://scikit-learn.org/stable/modules/cross_validation.html
(18) A Nice Beheading for Mom—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=DuAT2kW4eQo&ab_channel=MonumentofMisanthropy-Topic
(18) Artemas—I like the way you kiss me (official music video)—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/
(18) Bakar—Hell N Back (Official Video)—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=BdrNvQ4YCng&ab_channel=BakarVEVO
(18) Billie Holiday—“Strange Fruit” Live 1959 [Reelin’ In The Years Archives]—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=-DGY9HvChXk&ab_channel=ReelinInTheYears66
(18) Djadja & Dinaz—J’fais mes affaires [Clip Officiel]—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=v2o3in-Aud0&ab_channel=Djadja%26Dinaz
(18) Eminem—Not Afraid (Lyrics)—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=anUz77ElBK4&ab_channel=RapCity
(18) Joni Mitchell—Big Yellow Taxi (Official Lyric Video)—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=2595abcvh2M&ab_channel=JoniMitchell
Achy Breaky Heart—Wikipedia. (n.d.). Retrieved 8 May 2024, from https://en.wikipedia.org/wiki/Achy_Breaky_Heart
Agrawal, S. (2020). What is Hyperparameter Tuning (Cross-Validation and Holdout Validation) and Model Selection. In Medium. https://medium.com/@sanidhyaagrawal08/what-is-hyperparameter-tuning-cross-validation-and-holdout-validation-and-model-selection-a818d225998d
ajaymehta. (2023). Detecting and Preventing Data Leakage in Machine Learning: In Medium. https://medium.com/@dancerworld60/detecting-and-preventing-data-leakage-in-machine-learning-4bb910900ab7
Arjmand, H.-A., Hohagen, J., Paton, B., & Rickard, N. S. (2017). Emotional Responses to Music: Shifts in Frontal Brain Asymmetry Mark Periods of Musical Change. Frontiers in Psychology, 8. https://doi.org/10.3389/fpsyg.2017.02044
Bakar—Hell N Back (Lyrics) ft. Summer Walker—YouTube. (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=ArOX0wJP3Y8&ab_channel=VibeMusic Bakar—Hell N Back (Official Video). (n.d.). Retrieved 13 May 2024, from https://www.youtube.com/watch?v=BdrNvQ4YCng
Bayesian Hyperparameter Optimization: Basics & Quick Tutorial. (n.d.). Retrieved 12 May 2024, from https://www.run.ai/guides/hyperparameter-tuning/bayesian-hyperparameter-optimization
Basavaraju, A., Du, J., Zhou, F., & Ji, J. (2019). A Machine Learning Approach to Road Surface Anomaly Assessment Using Smartphone Sensors. IEEE Sensors Journal, PP, 1–1. https://doi.org/10.1109/JSEN.2019.2952857
BHADAURIYA, R. (2021). Lasso ,Ridge & Elastic Net Regression: A Complete Understanding (2021). In Medium. https://medium.com/@creatrohit9/lasso-ridge-elastic-net-regression-a-complete-understanding-2021-b335d9e8ca3
Bobbitt, Z. (2021). Cohen’s Kappa Statistic: Definition & Example. In Statology. https://www.statology.org/cohens-kappa-statistic/
Brownlee, J. (2021). No Free Lunch Theorem for Machine Learning. In MachineLearningMastery.com. https://machinelearningmastery.com/no-free-lunch-theorem-for-machine-learning/
cck3. (2022). Best practice for encoding datetime in machine learning. In Cross Validated. https://stats.stackexchange.com/q/311494
Chen, L. (2019). Support Vector Machine—Simply Explained. In Medium. https://towardsdatascience.com/support-vector-machine-simply-explained-fee28eba5496
Choosing a Model for Binary Classification Problem by Andrii Gozhulovskyi Medium. (n.d.). Retrieved 17 May 2024, from https://medium.com/@andrii.gozhulovskyi/choosing-a-model-for-binary-classification-problem-f211f7a4e263
Classifying genres in R using Spotify data. (2019). In Kaylin Pavlik. https://www.kaylinpavlik.com/classifying-songs-genres/
Cowboy Casanova. (2024). In Wikipedia. https://en.wikipedia.org/w/index.php?title=Cowboy_Casanova&oldid=1216997399
Dalpiaz, D. (n.d.). Chapter 10 Logistic Regression R for Statistical Learning. Retrieved 19 May 2024, from http://daviddalpiaz.github.io/r4sl/
Data Leakage and its effect on Machine Learning models by Swetha Medium. (n.d.). Retrieved 19 May 2024, from https://medium.com/@swethac42/data-leakage-and-its-effect-on-machine-learning-models-67c8edc588d4
Data science—K-Fold Cross-Validation How Many Folds? - Stack Overflow. (n.d.). Retrieved 17 May 2024, from https://stackoverflow.com/questions/51455186/k-fold-cross-validation-how-many-folds
DEI, M. (2019). Three Model Explanability Methods Every Data Scientist Should Know. In Medium. https://towardsdatascience.com/three-model-explanability-methods-every-data-scientist-should-know-c332bdfd8df
Dey, R. (2023). Understanding Principal Component Analysis (PCA). In Medium. https://medium.com/@roshmitadey/understanding-principal-component-analysis-pca-d4bb40e12d33
DiFrancesco, V. (2021). A Guide to Picking the Appropriate Scoring Metric for Your Machine Learning Classifier. In The Startup. https://medium.com/swlh/a-guide-to-picking-the-appropriate-scoring-metric-for-your-machine-learning-classifier-8e7bce9c6ae8
Does it matter? (n.d.). Retrieved 17 May 2024, from https://cran.r-project.org/web/packages/cvms/vignettes/picking_the_number_of_folds_for_cross-validation.html
Eby, M. (2019). Hyperparameters. In Analytics Vidhya. https://medium.com/analytics-vidhya/hyperparameters-80cb4f442e5
Elitsa Kaloyanova. (n.d.). What Is Principal Components Analysis? Data Science. Retrieved 17 May 2024, from https://365datascience.com/tutorials/python-tutorials/principal-components-analysis/
ES, S. (2022). 7 Cross-Validation Mistakes That Can Cost You a Lot [Best Practices in ML]. In Neptune.ai. https://neptune.ai/blog/cross-validation-mistakes
Evaluating Model Performance: A Comprehensive Guide by Zhong Hong Medium. (n.d.). Retrieved 10 May 2024, from https://medium.com/@zhonghong9998/evaluating-model-performance-a-comprehensive-guide-6f5e7c11409f
Faculty of Business and Economics (HEC Lausanne). (n.d.). Retrieved 6 May 2024, from https://www.unil.ch/hec/en/home.html
Fast Eddie—Yo Yo Get Funky. (1988). https://www.discogs.com/release/2750-Fast-Eddie-Yo-Yo-Get-Funky
GitHub—Spotipy-dev/spotipy: A light weight Python library for the Spotify Web API. (n.d.). Retrieved 6 May 2024, from https://github.com/spotipy-dev/spotipy
Grace (Jeff Buckley album)—Wikipedia. (n.d.). Retrieved 8 May 2024, from https://en.wikipedia.org/wiki/Grace_(Jeff_Buckley_album)
GridTest. (n.d.). In Gridtest. Retrieved 8 May 2024, from https://vsoch.github.io/gridtest/gridtest/
Gupta, M. (2024). Understanding Partial Dependence Plots (PDPs). In Data Science in your pocket. https://medium.com/data-science-in-your-pocket/understanding-partial-dependence-plots-pdps-415346b7e7f1
Gusarova, M. (2023). Logistic Regression Model Tuning (Python Code). In Medium. https://medium.com/@data.science.enthusiast/logistic-regression-tune-hyperparameters-python-code-fintech-does-it-bring-any-value-619e172565e6
Halo (Beyoncé song). (2024). In Wikipedia. https://en.wikipedia.org/w/index.php?title=Halo_(Beyonc%C3%A9_song)&oldid=1222787762
herhuf. (2017). ROC curve for different hyperparameters of RandomForestClassifier? In Data Science Stack Exchange. https://datascience.stackexchange.com/q/23637
Hong, Z. (2023). Evaluating Model Performance: A Comprehensive Guide. In Medium. https://medium.com/@zhonghong9998/evaluating-model-performance-a-comprehensive-guide-6f5e7c11409f
How to create New Features using Clustering‼ by Gowtham Dongari Towards Data Science. (n.d.). Retrieved 8 May 2024, from https://towardsdatascience.com/how-to-create-new-features-using-clustering-4ae772387290
Hsu, C.-W., Chang, C.-C., & Lin, C.-J. (n.d.). A Practical Guide to Support Vector Classification.
Hyperparameter tuning. (2019). In GeeksforGeeks. https://www.geeksforgeeks.org/hyperparameter-tuning/
Hyperparameter tuning overview BigQuery. (n.d.). In Google Cloud. Retrieved 18 May 2024, from https://cloud.google.com/bigquery/docs/hp-tuning-overview
Igareta, A. (2021). Stratified Sampling: You May Have Been Splitting Your Dataset All Wrong. In Medium. https://towardsdatascience.com/stratified-sampling-you-may-have-been-splitting-your-dataset-all-wrong-8cfdd0d32502
Kashyap, K. (2020). Machine Learning- Decision Trees and Random Forest Classifiers. In Analytics Vidhya. https://medium.com/analytics-vidhya/machine-learning-decision-trees-and-random-forest-classifiers-81422887a544
kevin_theinfinityfund. (2021). Answer to ‘Best practice for encoding datetime in machine learning’. In Cross Validated. https://stats.stackexchange.com/a/550016
Logistic Regression Model Tuning with scikit-learn—Part 1 by Finn Qiao Towards Data Science. (n.d.). Retrieved 10 May 2024, from https://towardsdatascience.com/logistic-regression-model-tuning-with-scikit-learn-part-1-425142e01af5
Loudness—Everything You Need To Know Production Expert. (n.d.). Retrieved 12 May 2024, from https://www.production-expert.com/production-expert-1/loudness-everything-you-need-to-know
LUFS 101: What Are They & Why Are They So Important? (2023). https://unison.audio/lufs/ Machine Learning- Decision Trees and Random Forest Classifiers by Karan Kashyap Analytics Vidhya Medium. (n.d.). Retrieved 18 May 2024, from https://medium.com/analytics-vidhya/machine-learning-decision-trees-and-random-forest-classifiers-81422887a544
Machine learning—Does the optimal number of trees in a random forest depend on the number of predictors? - Cross Validated. (n.d.). Retrieved 12 May 2024, from https://stats.stackexchange.com/questions/36165/does-the-optimal-number-of-trees-in-a-random-forest-depend-on-the-number-of-pred
Making Predictive Models Robust: Holdout vs Cross-Validation. (n.d.). In KDnuggets. Retrieved 10 May 2024, from https://www.kdnuggets.com/making-predictive-model-robust-holdout-vs-cross-validation
MLBA - S24—Ensemble Methods. (n.d.). In MLBA - S24. Retrieved 18 May 2024, from https://do-unil.github.io/mlba/lectures/06_Ensembles/ML_Ensemble.html
MLBA - S24—Interpretable ML. (n.d.). In MLBA - S24. Retrieved 18 May 2024, from https://do-unil.github.io/mlba/lectures/07_InterpretableML/ML_Interp.html
Molnar, C. (n.d.). 5.2 Logistic Regression Interpretable Machine Learning. Retrieved 12 May 2024, from https://christophm.github.io/interpretable-ml-book/logistic.html
Monstercat Uncaged. (2024). Ace Aura—Doorman [Monstercat Release]. https://www.youtube.com/watch?v=CMZlqpFi0G4
Nijkamp, R. (n.d.). Prediction of product success: Explaining song popularity by audio features from Spotify data.
Normalized Nerd. (2021). Decision Tree Classification Clearly Explained! https://www.youtube.com/watch?v=ZVR2Way4nwQ
Occam’s Razor in Machine Learning: Examples—Analytics Yogi. (n.d.). Retrieved 12 May 2024, from https://vitalflux.com/occams-razor-in-machine-learning-examples/
Oshiro, T., Perez, P., & Baranauskas, J. (2012). How Many Trees in a Random Forest? 7376. https://doi.org/10.1007/978-3-642-31537-4_13
Pandian, S. (2022). A Comprehensive Guide on Hyperparameter Tuning and its Techniques. In Analytics Vidhya. https://www.analyticsvidhya.com/blog/2022/02/a-comprehensive-guide-on-hyperparameter-tuning-and-its-techniques/
(PDF) How Many Trees in a Random Forest? (n.d.). Retrieved 12 May 2024, from https://www.researchgate.net/publication/230766603_How_Many_Trees_in_a_Random_Forest
(PDF) What is the best segment duration for music mood analysis ? (n.d.). Retrieved 17 May 2024, from https://www.researchgate.net/publication/4351507_What_is_the_best_segment_duration_for_music_mood_analysis
Peterson, H. (2021). Halpeter/Danceability-Analysis. https://github.com/halpeter/Danceability-Analysis
Principal Component Analysis (PCA) in R Tutorial DataCamp. (n.d.). Retrieved 18 May 2024, from https://www.datacamp.com/tutorial/pca-analysis-r
R: Control parameters for train. (n.d.). Retrieved 10 May 2024, from https://search.r-project.org/CRAN/refmans/caret/html/trainControl.html
Radiohead. (2016). How to Disappear Completely. https://www.youtube.com/watch?v=6W6HhdqA95w
RPubs—SVM with CARET. (n.d.). Retrieved 18 May 2024, from https://rpubs.com/uky994/593668
Selvaraj, N. (2022). Logistic Regression Explained in 7 Minutes. In Towards Data Science. https://towardsdatascience.com/logistic-regression-explained-in-7-minutes-f648bf44d53e
Shaboozey. (2024). A Bar Song (Tipsy). https://www.youtube.com/watch?v=lUj1Wjs7Hdg Spotify - Web Player: Music for everyone. (n.d.). In
Spotify. Retrieved 6 May 2024, from https://open.spotify.com/ Spotify User Stats (Updated March 2024). (n.d.). Retrieved 6 May 2024, from https://backlinko.com/spotify-users
Spotify Wrapped 2023: ‘Music genres are now irrelevant to fans’. (2023). https://www.bbc.com/news/entertainment-arts-67111517
The best way to encode dates, times, and other cyclical features. (n.d.). Retrieved 17 May 2024, from https://harrisonpim.com/blog/the-best-way-to-encode-dates-times-and-other-cyclical-features
Train Test Validation Split: How To & Best Practices [2023]. (n.d.). Retrieved 12 May 2024, from https://www.v7labs.com/blog/train-validation-test-set, https://www.v7labs.com/blog/train-validation-test-set
Unique Leader Records. (2020). INGESTED - ‘No Half Measures’ (Official Lyric Video). https://www.youtube.com/watch?v=BZDOkVg8UF8
Variable Importance Plots—An Introduction to the vip Package. (n.d.). Retrieved 19 May 2024, from https://cran.r-project.org/web/packages/vip/vignettes/vip.html
Web API Spotify for Developers. (n.d.). Retrieved 6 May 2024, from https://developer.spotify.com/documentation/web-api
Welcome to Spotipy! —Spotipy 2.0 documentation. (n.d.). Retrieved 6 May 2024, from https://spotipy.readthedocs.io/en/2.22.1/
What do the audio features mean? - Spot On Track Help center. (n.d.). Retrieved 11 May 2024, from https://help.spotontrack.com/article/what-do-the-audio-features-mean
What is Hyperparameter Tuning? Domino Data Lab. (n.d.). Retrieved 18 May 2024, from https://domino.ai/data-science-dictionary/hyperparameter-tuning
What’s new in DALEX and DALEXtra. The DALEX package version 2.0 was… by Szymon Maksymiuk ResponsibleML Medium. (n.d.). Retrieved 12 May 2024, from https://medium.com/responsibleml/whats-new-in-dalex-and-dalextra-a75e5cebff0e
When did The Game release “How We Do”? (n.d.). Retrieved 8 May 2024, from https://genius.com/The-game-how-we-do-lyrics/q/release-date
White, M. (2017). Answer to ‘Best practice for encoding datetime in machine learning’. In Cross Validated. https://stats.stackexchange.com/a/311498
Wolpert, D. H., & Macready, W. G. (1997). No free lunch theorems for optimization. IEEE Transactions on Evolutionary Computation, 1(1), 67–82. https://doi.org/10.1109/4235.585893
Xiao, Z., Dellandréa, E., Dou, W., & Chen, L. (2008). What is the best segment duration for music mood analysis ? 17–24. https://doi.org/10.1109/CBMI.2008.4564922
Y.M.C.A. (song). (2024). In Wikipedia. https://en.wikipedia.org/w/index.php?title=Y.M.C.A._(song)&oldid=1222757157
You Don’t Know Me (Armand Van Helden song). (2024). In Wikipedia. https://en.wikipedia.org/w/index.php?title=You_Don%27t_Know_Me_(Armand_Van_Helden_song)&oldid=1219319210